Fixed bug in eta decay (+2 squashed commits)
Squashed commits: [b67caf2] Fix build [365ceaa] Fixed bug in eta decay
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@ -46,13 +46,3 @@ test_that("custom objective works", {
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expect_equal(class(bst), "xgb.Booster")
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expect_equal(class(bst), "xgb.Booster")
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expect_equal(length(bst$raw), 1064)
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expect_equal(length(bst$raw), 1064)
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})
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})
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test_that("different eta for each boosting round works", {
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num_round <- 2
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watchlist <- list(eval = dtest, train = dtrain)
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param <- list(max.depth=2, eta=1, nthread = 2, silent=1)
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bst <- xgb.train(param, dtrain, num_round, watchlist, learning_rates = c(0.2, 0.3))
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})
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@ -123,7 +123,7 @@ def train(params, dtrain, num_boost_round=10, evals=(), obj=None, feval=None,
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best_msg = ''
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best_msg = ''
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best_score_i = 0
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best_score_i = 0
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if isinstance(learning_rates, list) and len(learning_rates) < num_boost_round:
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if isinstance(learning_rates, list) and len(learning_rates) != num_boost_round:
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raise ValueError("Length of list 'learning_rates' has to equal 'num_boost_round'.")
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raise ValueError("Length of list 'learning_rates' has to equal 'num_boost_round'.")
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for i in range(num_boost_round):
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for i in range(num_boost_round):
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@ -28,9 +28,6 @@ class TestModels(unittest.TestCase):
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# learning_rates as a list
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# learning_rates as a list
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bst = xgb.train(param, dtrain, num_round, watchlist, learning_rates=[0.4, 0.3])
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bst = xgb.train(param, dtrain, num_round, watchlist, learning_rates=[0.4, 0.3])
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assert isinstance(bst, xgb.core.Booster)
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assert isinstance(bst, xgb.core.Booster)
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# different length
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num_round = 4
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self.assertRaises(ValueError, xgb.train, param, dtrain, num_round, watchlist, learning_rates=[0.4, 0.3, 0.2])
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# learning_rates as a customized decay function
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# learning_rates as a customized decay function
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def eta_decay(ithround, num_boost_round):
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def eta_decay(ithround, num_boost_round):
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